Technical Stack Radar
A transparent architectural taxonomy of tools, frameworks, and techniques evaluated across Adopt, Trial, Assess, and Hold tiers based on direct production experience.
Technology Strategy & Maturity Radar
Architectural evaluation based on 6+ years shipping production systems
FastAPI & Pydantic v2
High-performance Python async backend standard with strict schema validation.
Used in GeoFusion AI and AI Oil Exploration systems for sub-50ms inference routing.
PostgreSQL + PostGIS + pgvector
Unified spatial and vector search database cluster eliminating data silos.
Core database foundation for subsurface spatial telemetry in GeoFusion AI.
TypeScript & Next.js App Router
Type-safe full-stack application development standard.
Architected Omega ERP, Omega Academy, and CareerProof OS.
Docker & Compose Multi-Stage Builds
Reproducible containerization for both edge and cloud deployments.
Standardized dev/prod parity across 10+ software projects.
Domain-Fine-Tuned Transformers (GeoBERT)
Specialized tokenizers for domain-specific technical taxonomies.
Achieved 92% classification accuracy in subsurface stratigraphy.
Grounded RAG with Deterministic Citations
Zero-hallucination knowledge extraction with source verification.
Implemented in CareerProof OS and BidPilot concept.
WebAssembly (WASM) for In-Browser Processing
Executing heavy data parsing client-side with zero server latency.
Evaluating for client-side LAS log visualization.
Rust for High-Throughput Binary Parsers
Memory-safe parsing for binary SEG-Y seismic streams.
Benchmarking against Python C-extensions for SEG-Y parsing.
DuckDB for Embedded Analytics
In-process SQL OLAP engine for rapid local parquet querying.
Prototyped for offline exploration report generation.
Ungrounded Generic LLM Generation
Generating unverified statements or claims without strict proof anchoring.
Strictly prohibited across all CareerProof OS synthesizers.
Untyped JavaScript for Enterprise Backends
High runtime drift and failure rate on complex financial ledgers.
Replaced with strict TypeScript and Python Pydantic schemas.